English

Predictive & Trust-based Multi-Agent Coordination

Systems and Control 2025-07-18 v2 Systems and Control Optimization and Control

Abstract

This paper presents a trust-based predictive multi-agent consensus protocol that analyses neighbours' anticipation data and makes coordination decisions. Agents in the network share their future predicted data over a finite look-ahead horizon with their neighbours and update their predictions in a rolling-horizon fashion. The prediction data is then used by agents to learn both the trust and the commitment traits exhibited by their neighbours over time. The proposed protocol is named as the Anticipatory Distributed Coordination (ADC) protocol. Lyapunov theory-based agreement convergence between agents is provided, followed by demonstrations using numerical simulations.

Keywords

Cite

@article{arxiv.2507.09997,
  title  = {Predictive & Trust-based Multi-Agent Coordination},
  author = {Venkatraman Renganathan and Sabyasachi Mondal and Antonios Tsourdos},
  journal= {arXiv preprint arXiv:2507.09997},
  year   = {2025}
}

Comments

Need more simulation results to be done

R2 v1 2026-07-01T03:59:15.289Z